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Model comparison

Claude 3 Opus vs GPT-5.2

Data verified

Head-to-head evidence from 4 shared benchmark results across 2 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Anthropic
41.13/100
Margin
17.3pts
winning →
OpenAI
58.43/100
0 category wins0 category wins

Public leaderboard positions: Claude 3 Opus #168 (Supported); GPT-5.2 #64 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude 3 Opus and GPT-5.2 share 4 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Claude 3 Opus; 24 to GPT-5.2.

Updated July 20, 2026
Shared results
4
Claude 3 Opus only
1
GPT-5.2 only
24
Comparable categories
0 / 8

Benchmark data for Claude 3 Opus and GPT-5.2 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 4 shared benchmark results across 2 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Claude 3 Opus is priced at $15.00 input / $75.00 output per 1M tokens, versus $1.75 input / $14.00 output per 1M tokens for GPT-5.2. GPT-5.2 has the larger context window at 400K, compared with 200K for Claude 3 Opus.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Claude 3 Opus and GPT-5.2
CategoryClaude 3 OpusΔGPT-5.2
AgenticClaude 3 OpusNot measuredMarginNo overlapGPT-5.255.7
CodingClaude 3 OpusNot measuredMarginNo overlapGPT-5.270.6
ReasoningClaude 3 OpusNot measuredMarginNo overlapGPT-5.252.9
KnowledgeClaude 3 OpusNot measuredMarginNo overlapGPT-5.292.4
MathClaude 3 OpusNot measuredMarginNo overlapGPT-5.235.2
MultimodalClaude 3 OpusNot measuredMarginNo overlapGPT-5.280.4

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricClaude 3 OpusGPT-5.2Comparison
Input / output priceUSD per 1M tokensClaude 3 Opus$15 input / $75 outputGPT-5.2$1.75 input / $14 outputGPT-5.2 has the lower combined listed price.
Generation speedtokens per secondClaude 3 OpusNot availableGPT-5.273 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude 3 OpusNot availableGPT-5.2130.34 sA complete latency comparison is not available.
Context windowmaximum listed tokensClaude 3 Opus200KGPT-5.2400KGPT-5.2 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude 3 OpusGPT-5.2Result
BrowseCompSource 65.8%Not comparable
OSWorld-VerifiedSource 47.3%Not comparable
τ²-bench resultsSource 84.8%Not comparable
Gert LabsSource 46.54%Not comparable
JobBenchSource 34.3%Not comparable
Coding
BenchmarkClaude 3 OpusGPT-5.2Result
AA Coding IndexSource 19.5%Not comparable
AA-SciCodeSource 23.3%52.1%GPT-5.2 leads
SWE-bench VerifiedSource 80%Not comparable
SWE-bench ProSource 55.6%Not comparable
Vibe Code BenchSource 53.50%Not comparable
Reasoning
BenchmarkClaude 3 OpusGPT-5.2Result
ARC-AGI-2Source 52.9%Not comparable
AA-LCRSource 72.7%Not comparable
CritPtSource 11.6%Not comparable
Knowledge
BenchmarkClaude 3 OpusGPT-5.2Result
Artificial Analysis Intelligence IndexSource 11.8%42.2%GPT-5.2 leads
AA-GPQA DiamondSource 48.9%90.3%GPT-5.2 leads
AA-HLESource 3.1%35.4%GPT-5.2 leads
GPQASource 92.4%Not comparable
AA-Omniscience IndexSource -1.0%Not comparable
AA-Omniscience AccuracySource 43.8%Not comparable
AA-Omniscience Hallucination RateSource 79.7%Not comparable
Math
BenchmarkClaude 3 OpusGPT-5.2Result
AA AIME 2025Source 99.0%Not comparable
FrontierMath v2 (Tiers 1-3)Source 40.700%Not comparable
FrontierMath v2 (Tier 4)Source 18.800%Not comparable
Multimodal
BenchmarkClaude 3 OpusGPT-5.2Result
MMMU-ProSource 79.5%Not comparable
MathVisionSource 83.0%Not comparable
CharXivSource 82.1%Not comparable
V*Source 75.9%Not comparable
Design Arena WebsiteSource 1227Not comparable
Inst. Following
BenchmarkClaude 3 OpusGPT-5.2Result
AA-IFBenchSource 75.4%Not comparable
Frequently Asked Questions (3)

Can I compare Claude 3 Opus and GPT-5.2 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Claude 3 Opus and GPT-5.2 today?

Claude 3 Opus: $15.00 input / $75.00 output per 1M tokens GPT-5.2: $1.75 input / $14.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 20, 2026

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